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Record W4291535981 · doi:10.1017/s0144686x22000824

Childlessness and social and emotional loneliness in middle and later life

2022· article· en· W4291535981 on OpenAlexaffabout
Margaret J. Penning, Zheng Wu, Feng Hou

Bibliographic record

VenueAgeing and Society · 2022
Typearticle
Languageen
FieldSocial Sciences
TopicHealth disparities and outcomes
Canadian institutionsStatistics CanadaSimon Fraser UniversityUniversity of Victoria
Fundersnot available
KeywordsLonelinessChildlessnessPsychologyMarital statusSocial isolationFeelingSocial supportDevelopmental psychologyDemographySocial psychologyPopulationSociologyPsychiatryFertility

Abstract

fetched live from OpenAlex

Abstract Despite theoretical accounts asserting the importance of children for the wellbeing of individuals as they age, research evidence suggests that children may be inconsequential when it comes to loneliness. Yet, there is reason to expect some subgroups may be more vulnerable to the impact of childlessness than others and this may also differ depending on the type of loneliness being assessed. This paper addresses the relationship between childlessness and social and emotional loneliness in middle and later life, including differential vulnerability associated with age, gender and marital/partner status. The study drew on data from three waves (2007, 2012 and 2018) of the Canadian General Social Survey for a nationally representative sample of adults aged 45 and older (N = 49,892). In general, childlessness assumed greater importance with regard to social than emotional loneliness. Women reported lower levels of social loneliness in conjunction with childlessness than men. Further, childlessness was associated with higher levels of overall and social loneliness among older than middle-aged adults. Fewer interactions were evident between marital/partner status and childlessness. Among women specifically, those who were co-habiting, separated/divorced or never married reported lower levels of social loneliness than their married counterparts. In contrast, childlessness was linked to greater emotional loneliness only among separated/divorced men and widowed women. Overall, our results suggest that having children available does matter for feelings of loneliness in middle and later life but that the relationship varies and is contingent on the social contexts (age, gender, marital/partner status) and the type of loneliness (social, emotional) involved.

Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.003
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.080
Threshold uncertainty score0.159

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0010.003
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.001
Science and technology studies0.0010.001
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.0020.000

Machine scores (provisional)

The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.

Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.

Opus teacher head0.039
GPT teacher head0.300
Teacher spread0.260 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
Domainnot available
GenreEmpirical

How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".

Quick stats

Citations34
Published2022
Admission routes2
Has abstractyes

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